{"id":"W4385620291","doi":"10.1098/rstb.2022.0342","title":"Multisensory perception constrains the formation of object categories: a review of evidence from sensory-driven and predictive processes on categorical decisions","year":2023,"lang":"en","type":"review","venue":"Philosophical Transactions of the Royal Society B Biological Sciences","topic":"Multisensory perception and integration","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Science Foundation Ireland","keywords":"Crossmodal; Multisensory integration; Stimulus modality; Sensory system; Categorization; Perception; Cognitive psychology; Psychology; Object (grammar); Cognition; Cognitive science; Visual perception; Computer science; Artificial intelligence; Neuroscience","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001139963,0.001181913,0.001716473,0.003750368,0.0003471162,0.001310844,0.001266365,0.00172479,0.002304315],"category_scores_gemma":[0.001937133,0.0005219773,0.000571298,0.004130077,0.001417799,0.002735287,0.0009968699,0.001811329,0.001291194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001059657,"about_ca_system_score_gemma":0.00154126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001936328,"about_ca_topic_score_gemma":0.001878401,"domain_scores_codex":[0.9997471,0.00004056692,0.00003917642,0.00007861957,0.00007426803,0.00002029318],"domain_scores_gemma":[0.9987416,0.0008383879,0.0001179769,0.00003366192,0.0002073209,0.00006108899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001142839,0.00006112257,0.0003275206,0.02821906,0.000177468,0.0001216416,0.0001395442,0.0005964807,0.001121635,0.01098697,0.01291247,0.9452218],"study_design_scores_gemma":[0.00002621365,0.0001672039,0.004375124,0.01830553,0.0003750997,0.001381207,0.0002180025,0.0002442399,0.0009629248,0.02390978,0.9499559,0.0000786548],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007854426,0.9990114,0.0001855183,0.0001765514,0.00006456822,0.000001354595,0.00001024099,0.000004311337,0.00046754],"genre_scores_gemma":[0.0006903743,0.998827,0.0001544743,0.00009725203,0.00009503181,0.000003538984,0.000015399,0.000001709618,0.0001150999],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003750368,"threshold_uncertainty_score":0.007708728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4281972738744547,"score_gpt":0.4391659787836882,"score_spread":0.01096870490923352,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}